{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std::cout are redirected to python::stdout\n",
      "std::cerr are redirected to python::stderr\n",
      "2021-02-12 17:00:32.398 [HKU-I] - Using SQLITE3 BaseInfoDriver (BaseInfoDriver.cpp:58)\n",
      "2021-02-12 17:00:32.402 [HKU-I] - Loading market information... (StockManager.cpp:473)\n",
      "2021-02-12 17:00:32.403 [HKU-I] - Loading stock type information... (StockManager.cpp:486)\n",
      "2021-02-12 17:00:32.404 [HKU-I] - Loading stock information... (StockManager.cpp:422)\n",
      "2021-02-12 17:00:32.502 [HKU-I] - Loading stock weight... (StockManager.cpp:503)\n",
      "2021-02-12 17:00:33.822 [HKU-I] - Loading KData... (StockManager.cpp:138)\n",
      "2021-02-12 17:00:33.836 [HKU-I] - Preloading all day kdata to buffer! (StockManager.cpp:161)\n",
      "2021-02-12 17:00:33.857 [HKU-I] - 0.03s Loaded Data. (StockManager.cpp:149)\n",
      "Wall time: 3.47 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  1 绘制指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = sm['sz000001']\n",
    "k = s.get_kdata(Query(-200))\n",
    "\n",
    "\n",
    "#抽取K线收盘价指标，一般指标计算参数只能是指标类型，所以必须先将K线数据生成指标类型\n",
    "c = CLOSE(k)\n",
    "\n",
    "#计算收盘价的EMA指标\n",
    "a = EMA(c)\n",
    "\n",
    "#绘制指标\n",
    "c.plot(legend_on=True)\n",
    "a.plot(new=False, legend_on=True)\n",
    "\n",
    "#绘制柱状图\n",
    "a.bar()\n",
    "\n",
    "#修正下柱状图，使其更美观\n",
    "PRICELIST([x-9 for x in a]).bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 指标（Indicator）\n",
    "\n",
    "在 Hikyuu 中，Indicator 的实例是用于计算的主要数据结构，一般 ind（如无说明，ind代表Indicator的实例）计算的参数为另一个ind，如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
    "\n",
    "## 2.1 特殊的Indicator\n",
    "\n",
    "其中存在一类特殊的Indicator，用于将K线数据或普通数组转换为ind，才能供其他ind进行计算，如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k is a instance of KData:\n",
      " KData{\n",
      "  size : 200\n",
      "  stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-01-02 00:00:00, +infinity),\n",
      "  query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
      "}\n",
      "--------------------------\n",
      "\n",
      "kind is a instance of Indicator:\n",
      " Indicator{\n",
      "  name: KDATA\n",
      "  size: 200\n",
      "  result sets: 6\n",
      "  params: params[kdata(KData): SZ000001, kpart(string): KDATA, ]\n",
      "  formula: KDATA\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "print(\"k is a instance of KData:\\n\", k)\n",
    "print(\"--------------------------\\n\")\n",
    "\n",
    "kind = KDATA(k)\n",
    "print(\"kind is a instance of Indicator:\\n\", kind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result_num:  6\n",
      "Indicator{\n",
      "  name: IndicatorImp\n",
      "  size: 200\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  formula: IndicatorImp\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#获取 ind 的结果集数量，如MACD通常返回3个结果集\n",
    "r = kind.get_result_num()\n",
    "print(\"result_num: \", r)\n",
    "\n",
    "#获取第一个结果集\n",
    "x = kind.get_result(0)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#以下效果相同\n",
    "c1 = CLOSE(k)\n",
    "c2 = KDATA_PART(k, 'close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Indicator{\n",
      "  name: PRICELIST\n",
      "  size: 100\n",
      "  result sets: 1\n",
      "  params: params[data(PriceList): 100, discard(int): 0, kdata(KData): Null, result_index(int): 0, ]\n",
      "  formula: PRICELIST\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "x = PRICELIST([i for i in range(100)])\n",
    "print(len(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Indicator的特性与参数\n",
    "\n",
    "每一个指标函数，如EMA、HHV，调用后生成一个ind对象，该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind，都是立刻进行计算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: IndicatorImp\n",
      "  size: 200\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  formula: EMA(CLOSE) == EMA(CLOSE)\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "e1 = EMA(CLOSE(k), n=5)\n",
    "e2 = e1(CLOSE(k))\n",
    "e3 = e2\n",
    "print(e1 == e2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除在指标函数中指定参数外，可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后，ind 本身并不会发生变化，需要调用生成新的 ind，新的 ind 才是使用新参数计算的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EMA\n",
      "  size: 200\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, n(int): 22, ]\n",
      "  formula: EMA(CLOSE)\n",
      "}\n",
      "22\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = EMA(c)\n",
    "print(e)\n",
    "print(e.get_param('n'))\n",
    "e.plot(legend_on=True)\n",
    "\n",
    "e.set_param('n', 30)\n",
    "e = e(c)\n",
    "e.plot(new=False, legend_on=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "查看 ind 参数。ind 参数支持：\n",
    "\n",
    "- i : int\n",
    "- s : str\n",
    "- b : bool\n",
    "- d : float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EMA\n",
      "  size: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, n(int): 22, ]\n",
      "  formula: EMA\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#EMA指标有参数 \"n\"，类型\"i\"代表整数\n",
    "print(EMA())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 TA-Lib包装指标\n",
    "\n",
    "在交互工具里对TA-Lib进行了包装，命名方式统一为 TA_FUNC名称。其中，ta-lib指标的lookback属性，用discard属性代替。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: TA_SMA\n",
      "  size: 200\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, timeperiod(int): 30, ]\n",
      "  formula: TA_SMA(CLOSE)\n",
      "}\n",
      "29\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = TA_SMA(CLOSE(k))\n",
    "print(x)\n",
    "x.plot()\n",
    "\n",
    "print(x.discard)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "个别的Ta-Lib函数需要两个数组参数，比如BETA、CORREL。此时需要利用特殊的 Indicator  WEAVE 将两个数组包装到一个 ind 对象中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "query = Query(-200)\n",
    "k1 = sm['sh000001'].get_kdata(query)\n",
    "k2 = sm['sz000001'].get_kdata(query)\n",
    "\n",
    "w = WEAVE(CLOSE(k1), CLOSE(k2))\n",
    "print(w.get_result_num())\n",
    "\n",
    "cr = TA_CORREL(w)\n",
    "cr.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
